Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "187" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 77 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 73 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.737261 | -0.770519 | -0.230810 | 1.559085 | -0.422609 | -0.834624 | -0.040322 | 1.089709 | 0.7786 | 0.7772 | 0.2709 | 14.447691 | 12.308154 |
| 2459593 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.067893 | 1.100355 | -0.831430 | 1.898345 | -0.166474 | 1.648538 | 0.895260 | 0.892059 | 0.7128 | 0.7063 | 0.2669 | 4.914314 | 4.737550 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.397059 | -0.650840 | -0.816052 | -0.480617 | 0.233839 | 0.840067 | 1.548299 | 1.344929 | 0.0345 | 0.0334 | 0.0015 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.423588 | 1.222869 | -0.860244 | 2.714257 | -0.176946 | 0.805096 | 1.285252 | 4.542928 | 0.6630 | 0.6708 | 0.3721 | 4.394788 | 3.870434 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.574696 | 1.581090 | -0.723796 | 2.170096 | -0.679477 | 0.857891 | 1.516923 | 4.406169 | 0.6640 | 0.6671 | 0.3671 | 5.910825 | 5.458632 |
| 2459589 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.632452 | 0.855971 | -0.887251 | 1.954887 | 0.236403 | 0.814173 | -0.288777 | 0.728733 | 0.7101 | 0.6981 | 0.2852 | 5.522223 | 4.913967 |
| 2459588 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.255296 | -0.519295 | -1.050752 | 2.471634 | 0.880584 | -0.088796 | 1.291734 | 0.546781 | 0.7496 | 0.7323 | 0.2529 | 10.572975 | 7.376438 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | -0.566880 | 0.260168 | -1.007616 | 4.938014 | -0.476436 | 2.873162 | 2.868127 | 2.774840 | nan | nan | nan | 19.827652 | 13.905739 |
| 2459586 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.123475 | -0.135180 | 1.694344 | 0.019046 | 3.130035 | -0.951374 | 3.908786 | 2.408087 | 0.6654 | 0.6779 | 0.3533 | 3.919788 | 3.842994 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.553501 | -0.094454 | 3.629833 | -0.254661 | 5.463092 | -0.476960 | 4.060842 | 12.920262 | 0.0435 | 0.0373 | 0.0028 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.686710 | 1.861395 | 0.408978 | 7.291204 | -0.572025 | 19.600431 | 0.982591 | 1.441774 | 0.6092 | 0.6255 | 0.3705 | 18.626227 | 15.248075 |
| 2459583 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.040520 | 1.282343 | -0.521542 | 3.957249 | -0.378181 | 1.636969 | 1.324600 | 2.266225 | 0.6639 | 0.6774 | 0.3863 | 0.000000 | 0.000000 |
| 2459582 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.272458 | 1.222080 | -0.675984 | 3.547542 | -0.151756 | 2.700782 | 1.058622 | 3.531720 | 0.6704 | 0.6845 | 0.3904 | 5.228265 | 5.378696 |
| 2459581 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.108781 | 2.288828 | -0.381579 | 4.162434 | -0.079480 | 2.563397 | 2.029843 | 3.700967 | 0.6718 | 0.6863 | 0.3888 | 3.895854 | 3.638857 |
| 2459580 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.600086 | 1.466321 | -0.877462 | 4.384447 | -0.656690 | 2.451813 | 2.526481 | 2.063587 | 0.6745 | 0.6864 | 0.3865 | 6.018454 | 5.952253 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459578 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.710599 | 1.352424 | -0.954271 | 1.697137 | 2.661786 | 2.581579 | 2.533320 | 8.471333 | 0.0326 | 0.0358 | 0.0017 | nan | nan |
| 2459577 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.734968 | 1.961491 | -0.450963 | 3.774437 | -0.262869 | 2.548817 | 1.834886 | 3.502228 | 0.6699 | 0.6836 | 0.3897 | 5.553092 | 5.645079 |
| 2459576 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.032002 | 1.485633 | -0.400348 | 2.438412 | -0.069508 | 1.821182 | 3.919708 | 1.812340 | 0.6950 | 0.7063 | 0.3872 | 4.364306 | 3.982382 |
| 2459575 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.984313 | 1.008071 | -0.612532 | 2.638591 | 0.110136 | 0.737891 | -0.539615 | 2.040344 | 0.7626 | 0.7624 | 0.3345 | 4.272408 | 4.086689 |
| 2459574 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459573 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459572 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.051170 | 1.471948 | -0.483500 | 2.469083 | -0.778219 | 1.477889 | 2.243290 | 8.632905 | 0.6940 | 0.7086 | 0.3908 | 4.503581 | 4.402472 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.476022 | 0.421595 | -0.883443 | 0.381477 | -0.014487 | 13.025266 | 1.845026 | 18.205961 | 0.0355 | 0.0409 | 0.0018 | nan | nan |
| 2459570 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.453246 | 0.123601 | 0.482350 | 0.520493 | 0.658368 | 0.575612 | 1.386509 | 1.729665 | 0.6771 | 0.7082 | 0.3722 | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.396984 | 0.943641 | -0.412005 | 5.300811 | -0.530957 | 6.591745 | -0.278575 | 7.223413 | 0.7754 | 0.7813 | 0.2266 | 6.253329 | 6.105271 |
| 2459566 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.233723 | -0.188675 | -0.348588 | 1.204664 | -0.185237 | 0.998456 | 5.127297 | 16.531936 | 0.6876 | 0.7026 | 0.4057 | 3.146296 | 2.914311 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 0.190615 | 0.190615 | 0.168786 | 0.168786 | -0.882853 | -0.882853 | -0.945292 | -0.945292 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.045175 | 0.013163 | -0.060547 | -0.130154 | 0.125972 | 2.517459 | 1.852892 | 15.157625 | 0.6981 | 0.7080 | 0.4023 | 3.382442 | 3.283876 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.003116 | 0.941681 | -0.284502 | -0.202887 | -0.206411 | 1.860229 | 2.760416 | 27.564333 | 0.6948 | 0.7084 | 0.3928 | 3.234820 | 3.045641 |
| 2459562 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.126560 | 0.558416 | -0.026785 | 1.040152 | 0.197383 | 1.002654 | 2.876624 | 10.784349 | 0.6979 | 0.7130 | 0.3881 | 3.103064 | 3.054337 |
| 2459561 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.105851 | 0.444286 | -0.103629 | 0.980043 | 0.534690 | 0.764152 | 2.988605 | 15.384136 | 0.7000 | 0.7147 | 0.3859 | 6.404212 | 5.477611 |
| 2459560 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.027949 | 0.310273 | 0.103705 | 0.844376 | 0.449749 | 1.771187 | 1.780262 | 19.366688 | 0.6904 | 0.7057 | 0.4031 | 3.473062 | 3.404145 |
| 2459559 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.161082 | 0.246668 | -0.023629 | 0.689969 | 0.240458 | 1.791385 | 0.807982 | 12.094348 | 0.6965 | 0.7110 | 0.3856 | 3.214432 | 3.174673 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0326 | 0.0342 | 0.0016 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.288314 | 1.002435 | -0.723759 | 2.281611 | -0.324827 | 0.694249 | 5.199150 | 44.928456 | 0.6938 | 0.7034 | 0.3956 | 7.736578 | 7.131346 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7032 | 0.7142 | 0.4006 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7018 | 0.7105 | 0.3983 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.897438 | 4.834511 | -0.667194 | 11.804259 | 4.619358 | 49.486472 | 3.666770 | 12.115990 | 0.6999 | 0.6957 | 0.3953 | 14.411366 | 10.489575 |
| 2459551 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.145611 | 0.732304 | -0.035022 | 2.433623 | 0.538955 | 2.601371 | 2.858230 | 30.088739 | 0.6971 | 0.7096 | 0.3937 | 3.531967 | 3.317910 |
| 2459550 | RF_maintenance | - | 99.18% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0332 | 0.0326 | 0.0004 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.286489 | 0.919333 | -0.577498 | 4.469483 | -0.494809 | 4.378738 | 2.882413 | 47.834591 | 0.6934 | 0.7049 | 0.4018 | 0.000000 | 0.000000 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.439448 | 1.581599 | 0.206806 | 4.375141 | -0.682709 | 4.927084 | 6.922109 | 30.850183 | 0.7593 | 0.7610 | 0.3521 | 4.854949 | 5.621072 |
| 2459541 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.236150 | 0.839168 | -1.076934 | 9.889237 | -0.443773 | 12.121517 | 3.110048 | 24.510561 | 0.7631 | 0.7610 | 0.3289 | 0.000000 | 0.000000 |
| 2459540 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.168531 | 0.541300 | -0.157971 | 6.835765 | -0.108881 | 0.993318 | 2.142715 | 6.377250 | 0.7603 | 0.7482 | 0.3429 | 4.293856 | 3.818283 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.065609 | 1.488201 | -0.514160 | 21.536091 | 0.216265 | 3.404710 | 7.211356 | 15.007576 | 0.7197 | 0.7192 | 0.4364 | 0.000000 | 0.000000 |
| 2459535 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.618397 | 0.635051 | -0.787301 | 5.200399 | -1.028339 | 1.812440 | 0.808695 | 4.697094 | 0.7846 | 0.7664 | 0.3653 | 0.737487 | 0.750277 |
| 2459534 | RF_maintenance | 100.00% | 98.66% | 98.66% | 0.00% | 100.00% | 0.00% | 3.125091 | 3.704082 | -0.722847 | 5.336204 | 2.412220 | 4.323329 | 8.247335 | 8.228173 | 0.1186 | 0.1459 | 0.0448 | 0.000000 | 0.000000 |
| 2459533 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.591482 | 0.851620 | -0.760991 | 13.288785 | 0.161666 | 3.929494 | 1.822970 | 12.876321 | 0.7162 | 0.7095 | 0.4086 | 0.000000 | 0.000000 |
| 2459532 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.267629 | 1.358957 | -0.727116 | 18.301368 | 0.071024 | 3.931616 | 3.121915 | 6.722938 | 0.7175 | 0.7166 | 0.4051 | 2.655299 | 3.253560 |
| 2459530 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.161622 | 0.670935 | -0.047972 | 5.540696 | 0.386641 | 1.990656 | 3.387810 | 4.958735 | 0.7347 | 0.7281 | 0.4051 | 0.000000 | 0.000000 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.169002 | 1.917536 | -0.215886 | 34.554532 | 1.236768 | 5.349315 | 3.604385 | 5.125419 | 0.9033 | 0.9193 | 0.3196 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 1.126908 | 2.651038 | -0.072745 | 34.955566 | 0.665599 | 8.103000 | 2.859820 | 5.964256 | nan | nan | nan | 2.246513 | 1.749998 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.003531 | 2.671984 | -0.568056 | 34.071022 | 1.047257 | 2.460630 | 4.863155 | 4.225445 | 0.6911 | 0.6479 | 0.3359 | 0.000000 | 0.000000 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.462754 | 1.418887 | -0.924306 | 1.056160 | 0.484643 | 2.735696 | 2.738944 | 11.853666 | 0.0321 | 0.0346 | 0.0008 | nan | nan |
| 2459508 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.254482 | 1.129185 | -0.425956 | 3.112096 | -0.356802 | 1.733028 | -0.199451 | 3.569199 | 0.9184 | 0.9525 | 0.1774 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.378776 | 0.929443 | -0.813776 | 4.199253 | 2.656472 | 0.995200 | 16.204274 | 0.986060 | 0.1030 | 0.1037 | 0.0075 | 1.371353 | 1.348667 |
| 2459503 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.343338 | 3.396503 | -0.833966 | 5.102244 | -0.960468 | 8.167311 | 6.908417 | 1.631749 | 0.8581 | 0.8538 | 0.4670 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.840138 | 3.822478 | -0.187324 | 5.533386 | 0.588819 | 4.348838 | 3.849559 | 1.228338 | 0.2032 | 0.2410 | 0.0437 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.394259 | 5.422349 | -0.057300 | 5.396383 | 0.526632 | 7.751515 | 2.780098 | 1.372615 | 0.2016 | 0.2389 | 0.0457 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.898960 | 5.740155 | 0.000301 | 6.304965 | 0.100402 | 7.623530 | 5.061159 | 6.966471 | 0.2034 | 0.2448 | 0.0267 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.758073 | 4.493089 | -0.991939 | 4.297867 | -0.871263 | 5.254659 | 3.424464 | 2.574076 | 0.1908 | 0.2417 | 0.0485 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.346226 | 4.905935 | -1.040196 | 4.658017 | -0.970884 | 6.974534 | 6.658362 | 1.505788 | 0.2545 | 0.2862 | 0.0582 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -1.023982 | 5.772521 | -0.761350 | 4.201749 | -1.002526 | 5.939969 | 2.719189 | 1.928859 | 0.8981 | 0.9132 | 0.3970 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.487622 | 4.577018 | -0.645452 | 3.861445 | -0.796653 | 5.180818 | 7.256222 | 2.824600 | 0.8926 | 0.9075 | 0.4307 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.313961 | 4.736293 | -0.797788 | 4.234097 | -1.321595 | 5.507152 | 2.629210 | 1.410599 | 0.8824 | 0.8961 | 0.4433 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.197472 | 3.239634 | -1.303898 | 6.965007 | -0.026601 | 5.131672 | 8.957826 | 8.351920 | 0.7513 | 0.7978 | 0.3341 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.295195 | 4.227234 | -1.280721 | 7.156206 | -0.377299 | 8.027678 | 4.399123 | 4.007382 | 0.7914 | 0.8131 | 0.2623 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.131936 | 4.310127 | -1.742062 | 7.773438 | -0.561659 | 5.515529 | 3.708612 | 4.203318 | 0.7427 | 0.7933 | 0.3776 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.475031 | 2.829795 | -1.293512 | 6.968525 | 0.346545 | 5.494899 | 7.141901 | 5.898363 | 0.7609 | 0.8022 | 0.3265 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.215809 | 1.676468 | -1.025136 | 4.992702 | 0.767873 | 3.978749 | 11.076849 | 14.919095 | 0.7635 | 0.8070 | 0.3541 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 9.528508 | -0.090474 | 0.278841 | 2.069834 | -0.882892 | -0.320481 | 0.549939 | 9.528508 | 2.867757 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 2.265279 | -0.117000 | -0.012456 | 0.872190 | -0.352504 | -0.276860 | 0.447236 | 2.265279 | 1.602184 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 1.266281 | 0.405944 | -0.832764 | 1.266281 | -0.813100 | 0.483352 | -0.486607 | 0.999959 | -0.518330 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 1.559085 | 0.737261 | -0.770519 | -0.230810 | 1.559085 | -0.422609 | -0.834624 | -0.040322 | 1.089709 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 1.898345 | 0.067893 | 1.100355 | -0.831430 | 1.898345 | -0.166474 | 1.648538 | 0.895260 | 0.892059 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | ee Temporal Discontinuties | 1.548299 | -0.650840 | -0.397059 | -0.480617 | -0.816052 | 0.840067 | 0.233839 | 1.344929 | 1.548299 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 4.542928 | 1.222869 | 0.423588 | 2.714257 | -0.860244 | 0.805096 | -0.176946 | 4.542928 | 1.285252 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 4.406169 | 0.574696 | 1.581090 | -0.723796 | 2.170096 | -0.679477 | 0.857891 | 1.516923 | 4.406169 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 1.954887 | 0.855971 | -0.632452 | 1.954887 | -0.887251 | 0.814173 | 0.236403 | 0.728733 | -0.288777 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 2.471634 | 0.255296 | -0.519295 | -1.050752 | 2.471634 | 0.880584 | -0.088796 | 1.291734 | 0.546781 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 4.938014 | 0.260168 | -0.566880 | 4.938014 | -1.007616 | 2.873162 | -0.476436 | 2.774840 | 2.868127 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | ee Temporal Discontinuties | 3.908786 | 1.123475 | -0.135180 | 1.694344 | 0.019046 | 3.130035 | -0.951374 | 3.908786 | 2.408087 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 12.920262 | 7.553501 | -0.094454 | 3.629833 | -0.254661 | 5.463092 | -0.476960 | 4.060842 | 12.920262 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Variability | 19.600431 | 0.686710 | 1.861395 | 0.408978 | 7.291204 | -0.572025 | 19.600431 | 0.982591 | 1.441774 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 3.957249 | -0.040520 | 1.282343 | -0.521542 | 3.957249 | -0.378181 | 1.636969 | 1.324600 | 2.266225 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 3.547542 | 1.222080 | -0.272458 | 3.547542 | -0.675984 | 2.700782 | -0.151756 | 3.531720 | 1.058622 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 4.162434 | 0.108781 | 2.288828 | -0.381579 | 4.162434 | -0.079480 | 2.563397 | 2.029843 | 3.700967 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 4.384447 | 1.466321 | -0.600086 | 4.384447 | -0.877462 | 2.451813 | -0.656690 | 2.063587 | 2.526481 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 8.471333 | -0.710599 | 1.352424 | -0.954271 | 1.697137 | 2.661786 | 2.581579 | 2.533320 | 8.471333 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 3.774437 | 1.961491 | -0.734968 | 3.774437 | -0.450963 | 2.548817 | -0.262869 | 3.502228 | 1.834886 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | ee Temporal Discontinuties | 3.919708 | 1.485633 | -0.032002 | 2.438412 | -0.400348 | 1.821182 | -0.069508 | 1.812340 | 3.919708 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 2.638591 | 1.008071 | -0.984313 | 2.638591 | -0.612532 | 0.737891 | 0.110136 | 2.040344 | -0.539615 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 8.632905 | 1.471948 | -0.051170 | 2.469083 | -0.483500 | 1.477889 | -0.778219 | 8.632905 | 2.243290 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 18.205961 | 0.421595 | -0.476022 | 0.381477 | -0.883443 | 13.025266 | -0.014487 | 18.205961 | 1.845026 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 1.729665 | 0.453246 | 0.123601 | 0.482350 | 0.520493 | 0.658368 | 0.575612 | 1.386509 | 1.729665 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 7.223413 | 0.943641 | -0.396984 | 5.300811 | -0.412005 | 6.591745 | -0.530957 | 7.223413 | -0.278575 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 16.531936 | -0.188675 | -0.233723 | 1.204664 | -0.348588 | 0.998456 | -0.185237 | 16.531936 | 5.127297 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Shape | 0.190615 | 0.190615 | 0.190615 | 0.168786 | 0.168786 | -0.882853 | -0.882853 | -0.945292 | -0.945292 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 15.157625 | -0.045175 | 0.013163 | -0.060547 | -0.130154 | 0.125972 | 2.517459 | 1.852892 | 15.157625 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 27.564333 | 0.003116 | 0.941681 | -0.284502 | -0.202887 | -0.206411 | 1.860229 | 2.760416 | 27.564333 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 10.784349 | -0.126560 | 0.558416 | -0.026785 | 1.040152 | 0.197383 | 1.002654 | 2.876624 | 10.784349 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 15.384136 | -0.105851 | 0.444286 | -0.103629 | 0.980043 | 0.534690 | 0.764152 | 2.988605 | 15.384136 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 19.366688 | -0.027949 | 0.310273 | 0.103705 | 0.844376 | 0.449749 | 1.771187 | 1.780262 | 19.366688 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 12.094348 | 0.161082 | 0.246668 | -0.023629 | 0.689969 | 0.240458 | 1.791385 | 0.807982 | 12.094348 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 44.928456 | 1.002435 | -0.288314 | 2.281611 | -0.723759 | 0.694249 | -0.324827 | 44.928456 | 5.199150 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Variability | 49.486472 | 4.834511 | 1.897438 | 11.804259 | -0.667194 | 49.486472 | 4.619358 | 12.115990 | 3.666770 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 30.088739 | 0.732304 | -0.145611 | 2.433623 | -0.035022 | 2.601371 | 0.538955 | 30.088739 | 2.858230 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 47.834591 | -0.286489 | 0.919333 | -0.577498 | 4.469483 | -0.494809 | 4.378738 | 2.882413 | 47.834591 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 30.850183 | 1.581599 | -0.439448 | 4.375141 | 0.206806 | 4.927084 | -0.682709 | 30.850183 | 6.922109 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 24.510561 | 0.839168 | -0.236150 | 9.889237 | -1.076934 | 12.121517 | -0.443773 | 24.510561 | 3.110048 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 6.835765 | 0.541300 | -0.168531 | 6.835765 | -0.157971 | 0.993318 | -0.108881 | 6.377250 | 2.142715 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 21.536091 | 1.488201 | -0.065609 | 21.536091 | -0.514160 | 3.404710 | 0.216265 | 15.007576 | 7.211356 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 5.200399 | -0.618397 | 0.635051 | -0.787301 | 5.200399 | -1.028339 | 1.812440 | 0.808695 | 4.697094 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | ee Temporal Discontinuties | 8.247335 | 3.704082 | 3.125091 | 5.336204 | -0.722847 | 4.323329 | 2.412220 | 8.228173 | 8.247335 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 13.288785 | -0.591482 | 0.851620 | -0.760991 | 13.288785 | 0.161666 | 3.929494 | 1.822970 | 12.876321 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 18.301368 | 0.267629 | 1.358957 | -0.727116 | 18.301368 | 0.071024 | 3.931616 | 3.121915 | 6.722938 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 5.540696 | 0.670935 | -0.161622 | 5.540696 | -0.047972 | 1.990656 | 0.386641 | 4.958735 | 3.387810 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 34.554532 | 0.169002 | 1.917536 | -0.215886 | 34.554532 | 1.236768 | 5.349315 | 3.604385 | 5.125419 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 34.955566 | 1.126908 | 2.651038 | -0.072745 | 34.955566 | 0.665599 | 8.103000 | 2.859820 | 5.964256 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 34.071022 | 2.671984 | 0.003531 | 34.071022 | -0.568056 | 2.460630 | 1.047257 | 4.225445 | 4.863155 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 11.853666 | 1.418887 | -0.462754 | 1.056160 | -0.924306 | 2.735696 | 0.484643 | 11.853666 | 2.738944 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 3.569199 | 1.129185 | -0.254482 | 3.112096 | -0.425956 | 1.733028 | -0.356802 | 3.569199 | -0.199451 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 11.013496 | -0.171599 | 1.772083 | -0.212414 | 4.977874 | 0.365891 | 4.273481 | 7.945985 | 11.013496 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | ee Temporal Discontinuties | 16.204274 | 0.929443 | -0.378776 | 4.199253 | -0.813776 | 0.995200 | 2.656472 | 0.986060 | 16.204274 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Variability | 8.167311 | -0.343338 | 3.396503 | -0.833966 | 5.102244 | -0.960468 | 8.167311 | 6.908417 | 1.631749 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 5.533386 | -0.840138 | 3.822478 | -0.187324 | 5.533386 | 0.588819 | 4.348838 | 3.849559 | 1.228338 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Variability | 7.751515 | -0.394259 | 5.422349 | -0.057300 | 5.396383 | 0.526632 | 7.751515 | 2.780098 | 1.372615 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Variability | 7.623530 | 5.740155 | -0.898960 | 6.304965 | 0.000301 | 7.623530 | 0.100402 | 6.966471 | 5.061159 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Variability | 5.254659 | -0.758073 | 4.493089 | -0.991939 | 4.297867 | -0.871263 | 5.254659 | 3.424464 | 2.574076 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Variability | 6.974534 | 4.905935 | -0.346226 | 4.658017 | -1.040196 | 6.974534 | -0.970884 | 1.505788 | 6.658362 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Variability | 5.939969 | -1.023982 | 5.772521 | -0.761350 | 4.201749 | -1.002526 | 5.939969 | 2.719189 | 1.928859 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | ee Temporal Discontinuties | 7.256222 | -0.487622 | 4.577018 | -0.645452 | 3.861445 | -0.796653 | 5.180818 | 7.256222 | 2.824600 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Variability | 5.507152 | 4.736293 | -0.313961 | 4.234097 | -0.797788 | 5.507152 | -1.321595 | 1.410599 | 2.629210 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | ee Temporal Discontinuties | 8.957826 | 3.239634 | -0.197472 | 6.965007 | -1.303898 | 5.131672 | -0.026601 | 8.351920 | 8.957826 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Variability | 8.027678 | -0.295195 | 4.227234 | -1.280721 | 7.156206 | -0.377299 | 8.027678 | 4.399123 | 4.007382 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Power | 7.773438 | 4.310127 | -0.131936 | 7.773438 | -1.742062 | 5.515529 | -0.561659 | 4.203318 | 3.708612 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | ee Temporal Discontinuties | 7.141901 | 0.475031 | 2.829795 | -1.293512 | 6.968525 | 0.346545 | 5.494899 | 7.141901 | 5.898363 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 187 | 14 | RF_maintenance | nn Temporal Discontinuties | 14.919095 | -0.215809 | 1.676468 | -1.025136 | 4.992702 | 0.767873 | 3.978749 | 11.076849 | 14.919095 |